87 citations · 160 across the 5 of their papers we have counts for
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cs.LG2022★ 6 cited
Non-Myopic Multifidelity Bayesian Optimization
Francesco Di Fiore, Laura Mainini
Bayesian optimization is a popular framework for the optimization of black box functions. Multifidelity methods allows to accelerate Bayesian optimization by exploiting low-fidelit…
math.OC2022★ 16 cited
Analytical Benchmark Problems for Multifidelity Optimization Methods
L. Mainini, A. Serani, M. P. Rumpfkeil +11
The paper presents a collection of analytical benchmark problems specifically selected to provide a set of stress tests for the assessment of multifidelity optimization methods. In…